{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "90735c1f-eb61-43ef-925c-e9c1d50616ce",
   "metadata": {},
   "source": [
    "# Example1 - Getting started"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9635ee93-a41f-49d7-81cb-8e92d18ff4b5",
   "metadata": {},
   "source": [
    "This example is intended to show the basic usage of the package, and how to run a simple analysis with it, the example is taken from **[C81](#ref-1)** and represents a 5 story shear-type building.\n",
    "\n",
    "To access the data and the exact results of the system we can call the ```example_data()``` function under the submodule ```functions.gen```, which will return a tuple where the first output is an array representing the acceleration time histories of the system, the second is an array representing the input excitation provided to the DOFs of the system (white noise), and the third output is a tuple containing the exact result in terms of modal parameters (natural frequencies, mode shapes and damping ratios) obtained from the modal analysis of the system."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "d7254a40-7189-420d-819c-0c54272c9acc",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "the natural frequencies are: [0.89  2.598 4.095 5.261 6.   ] \n",
      "\n",
      "the damping is: 0.02 \n",
      "\n",
      "the (column-wise) mode shape matrix: \n",
      "[[-0.117  0.108  0.09   0.064  0.033]\n",
      " [-0.108  0.033 -0.064 -0.117 -0.09 ]\n",
      " [-0.09  -0.064 -0.108  0.033  0.117]\n",
      " [-0.064 -0.117  0.033  0.09  -0.108]\n",
      " [-0.033 -0.09   0.117 -0.108  0.064]] \n",
      "\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "import sys\n",
    "import numpy as np\n",
    "# Add the directory we execute the script from to path:\n",
    "sys.path.insert(0, os.path.realpath('__file__'))\n",
    "\n",
    "# import the function to generate the example dataset\n",
    "from pyoma2.functions.gen import example_data\n",
    "\n",
    "# generate example data and results\n",
    "data, U, ground_truth = example_data()\n",
    "\n",
    "# Print the exact results\n",
    "np.set_printoptions(precision=3)\n",
    "print(f\"the natural frequencies are: {ground_truth[0]} \\n\")\n",
    "print(f\"the damping is: {ground_truth[1]} \\n\")\n",
    "print(\"the (column-wise) mode shape matrix: \\n\"\n",
    "f\"{ground_truth[2]} \\n\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1543c3e2-44a3-4570-81ff-72bbe877a882",
   "metadata": {},
   "source": [
    "Now we can instantiate the ```SingleSetup``` class, passing the dataset and the sampling frequency as arguments"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "1e83ebe6-a78a-4298-ae19-849dcdc870ed",
   "metadata": {},
   "outputs": [],
   "source": [
    "from pyoma2.setup.single import SingleSetup\n",
    "\n",
    "simp_5dof = SingleSetup(data, fs=100)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0b180093-0a71-4105-94e6-5ded87b1f1b9",
   "metadata": {},
   "source": [
    "To analise the data we need to instantiate the desired algorithm to use with a name and the required arguments."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "6e3e4972-4c63-44eb-ad9d-31e04f9b7932",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-06-09 17:09:26,650 - pyoma2.setup.base - INFO - Running FDD... (base:123)\n",
      "2025-06-09 17:09:26,686 - pyoma2.setup.base - INFO - Running SSIdat... (base:123)\n",
      "2025-06-09 17:09:26,703 - pyoma2.functions.ssi - INFO - Assembling Hankel matrix method: dat... (ssi:89)\n",
      "2025-06-09 17:09:27,002 - pyoma2.functions.ssi - INFO - SSI for increasing model order... (ssi:462)\n",
      "100%|██████████| 26/26 [00:00<00:00, 15160.84it/s]\n",
      "2025-06-09 17:09:27,020 - pyoma2.functions.ssi - INFO - Calculating modal parameters for increasing model order... (ssi:628)\n",
      "100%|██████████| 26/26 [00:00<00:00, 2573.80it/s]\n",
      "2025-06-09 17:09:27,075 - pyoma2.setup.base - INFO - all done (base:102)\n"
     ]
    }
   ],
   "source": [
    "from pyoma2.algorithms.fdd import FDD\n",
    "from pyoma2.algorithms.ssi import SSI\n",
    "\n",
    "# Initialise the algorithms\n",
    "fdd = FDD(name=\"FDD\", nxseg=2**11, method_SD=\"per\")\n",
    "ssidat = SSI(name=\"SSIdat\", method=\"dat\", br=30, ordmax=50, step=2)\n",
    "\n",
    "# Add algorithms to the class\n",
    "simp_5dof.add_algorithms(fdd, ssidat)\n",
    "\n",
    "# run\n",
    "simp_5dof.run_all()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3a84ac60-b333-4f10-a33b-2657e1ced413",
   "metadata": {},
   "source": [
    "We can now check the results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "293190de-208f-461d-a4a6-a066d3114afe",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot singular values of the spectral density matrix\n",
    "_, _ = fdd.plot_CMIF(freqlim=(0,8))\n",
    "\n",
    "# plot the stabilisation diagram\n",
    "_, _ = ssidat.plot_stab(freqlim=(0,10),hide_poles=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "53dce485-7d8d-4716-8bc2-fd6891da585f",
   "metadata": {},
   "source": [
    "We can get the modal parameters with the help of an interactive plot calling the ```mpe_from_plot()``` method, or we can get the results \"manually\" with the ```mpe()``` method."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "948ff375-0e6c-4976-8469-866777da11df",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-06-09 17:09:27,319 - pyoma2.setup.base - INFO - Getting mpe modal parameters from SSIdat (base:149)\n",
      "2025-06-09 17:09:27,320 - pyoma2.functions.ssi - INFO - Extracting SSI modal parameters (ssi:1036)\n",
      "100%|██████████| 5/5 [00:00<00:00, 7259.09it/s]\n"
     ]
    }
   ],
   "source": [
    "# get the modal parameters with the interactive plot\n",
    "# simp_ex.mpe_from_plot(\"SSIdat\", freqlim=(0,10))\n",
    "\n",
    "# or manually\n",
    "simp_5dof.mpe(\"SSIdat\", sel_freq=[0.89, 2.598, 4.095, 5.261, 6.], order_in=30)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b721c477-cf2a-4381-801a-996d58f7cd52",
   "metadata": {},
   "source": [
    "Now we can access all the results and compare them to the exact values."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "5b0a9f08-6578-4bce-ad3c-987e343b642a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "order out: 30 \n",
      "\n",
      "the natural frequencies are: [0.886 2.593 4.099 5.253 6.008] \n",
      "\n",
      "the dampings are: [0.02  0.018 0.019 0.021 0.021] \n",
      "\n",
      "the (column-wise) mode shape matrix:\n",
      "[[ 1.    -0.909  0.781 -0.538  0.278]\n",
      " [ 0.914 -0.279 -0.545  1.    -0.763]\n",
      " [ 0.759  0.549 -0.917 -0.291  1.   ]\n",
      " [ 0.539  1.     0.296 -0.758 -0.915]\n",
      " [ 0.291  0.761  1.     0.922  0.55 ]] \n",
      "\n"
     ]
    }
   ],
   "source": [
    "# dict of results\n",
    "ssidat_res = dict(ssidat.result)\n",
    "\n",
    "# print the results\n",
    "print(f\"order out: {ssidat_res['order_out']} \\n\")\n",
    "print(f\"the natural frequencies are: {ssidat_res['Fn']} \\n\")\n",
    "print(f\"the dampings are: {ssidat_res['Xi']} \\n\")\n",
    "print(\"the (column-wise) mode shape matrix:\")\n",
    "print(f\"{ssidat_res['Phi'].real} \\n\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "29faaa60",
   "metadata": {},
   "source": [
    "## References\n",
    "<a id=\"ref-1\"></a>[C81] Chopra, Anil K. (1981). Dynamics of structures. Pearson Prentice Hall.\n"
   ]
  }
 ],
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